Architecture Commons^™

Best Practices For Electrical Safety At Home, Joshua Henderson, Derek Centrone

Student Research Symposium (SRS)

The household, although it’s a comfortable and relaxing environment, can in fact be riddled with everyday hazards that homeowners and residents overlook or are too complacent in acknowledging or even recognizing their presence. One such common oversight is electrical hazards. This may be due to the high usage of electricity in people’s day-to-day lives, especially since the perceived risk of electrical hazards by the public can be very low. In a household, there are many hazards present each and every day. One such hidden deadly hazard is electricity. While on the surface it doesn’t seem that dangerous, in reality, it …

Building Services Engineering January/February 2026

Building Services Engineering

No abstract provided.

Vegclassify: A Hybrid Deep Learning–Ndvi Greenspace Classification Tool And Gui, Huaqing Wang, Yawen Zhang, Jiaojiao Fu

Browse all Datasets

VegClassify is a hybrid, high-resolution greenspace classification tool integrating a fine-tuned deep learning model with automated NDVI threshold optimization. The tool improves accuracy and reduces subjectivity in vegetation classification using NAIP imagery. This graphical user interface (GUI) was developed to extend and simplify the use of the previously established greenspace image classification tool. The GUI provides an accessible, user‑friendly environment for running the VegClassify workflow without requiring users to interact directly with Python scripts or command‑line tools. It supports loading NAIP or other high‑resolution imagery, running deep‑learning–assisted NDVI threshold optimization, visualizing classification outputs, and exporting vegetation masks.

The underlying Python …

Empirical Evaluation Of A Cnn-Resnet-Rf Hybrid Model For Occupancy Rate Prediction In Passive Ultra-Low-Energy Buildings, Yiwen Liu, Yibing Xue, Chunlu Liu, Runyu Wang

Student Papers, Posters & Projects

Accurate occupancy information is critical for optimizing energy efficiency in buildings. Hybrid machine learning models have demonstrated great potential in previous studies; however, their application in passive ultra-low-energy buildings remains underexplored. This study conducts an empirical evaluation of real-time occupancy rate prediction using a CNN-ResNet-RF hybrid model based on multi-source environmental and behavioral data from a passive ultra-low-energy educational building. The model integrates Convolutional Neural Networks (CNN) for local feature extraction, Residual Networks (ResNet) to enhance deep feature representation, and Random Forests (RF) for ensemble-based generalization. Indoor CO₂ concentration exhibits the strongest linear correlation with occupancy rate (r = …

Self-Aware Quantum-Inspired Routing Framework For 6g And Quantum Networks, Haitham M. Abdelghany, Mohamed M. Ashour

Mansoura Engineering Journal

This paper introduces a quantum-hybrid-aware routing framework that incorporates the concepts of quantum computing with meta-cognitive learning to improve adaptability, reliability, and awareness in dynamic quantum networks. The proposed system accommodates a new IoT, edge computing and 6G system, where routing schemes should be flexible and robust and have cross-topology functionality. Conventional methods of quantum reinforcement learning can be characterized by a trade-off between exploration and decision stability. To cope with this, the proposed self-aware hybrid architecture is a combination of quantum-enhanced learning and a meta-cognitive awareness layer to allow autonomous agents to monitor performance and adjust routing strategies on …

The Effect Of Polyester And Lycra Loop Lengths On The Recovery Properties Of Single Jersey Knitted Fabrics, Abdelmonem Fouda, Moaaz Eldeeb

Mansoura Engineering Journal

Knitted fabrics are well known for their comfort due to their ability to elongate in the wale direction at the expense of the course direction, and vice versa. However, they lack dimensional stability, especially single jersey knitted fabrics. To address this issue, Lycra threads have recently been incorporated into their production to improve shape recovery after stress is released. Despite this enhancement, the fabric does not fully return to its original shape, highlighting the need to measure this phenomenon accurately. This study aims to firstly: simulate the production of a frame designed to measure the recovery and elongation of knitted …

Sustainable Aviation Fuel (Saf) From Used Cooking Oil (Uco) In Egypt: Opportunities And Challenges., Lamiaa Abdallah

Mansoura Engineering Journal

Global aviation sector contributes nearly 2.5% of global CO2 emissions. Aviation is hard-to-decarbonize sector due to the high energy densities required for aircraft. Commercial aviation is fueled by kerosene-based jet fuel. Alternatives for this carbonbased fuel include electric batteries, hydrogen fuel, and SAF. Electric batteries have very low energy densities. Hydrogen would require a complete change of the aviation system, including fuel & airport infrastructure. SAF is the only viable option in the short to medium term. SAF is produced from sustainable feed-stocks (like agricultural oils), with no embodied carbon. Existing airplanes can use traditional fuel blended with up to …

Designing For Dementia: Lessons In Using Wayfinding, Design, And Policy To Retrofit Neighborhoods For People Living With Dementia, Kiaya Siu Ling Batkin

City and Regional Planning

With advancements of modern medicine, more people are living longer lives. However, cognitive decline has become a greater issue faced by a growing number of people. The amount of People Living With Dementia (PLWD) has increased substantially, almost 10 million a year, and as such need different living conditions than what used to serve them (Alzheimer’s Disease International, n.d.). The common solution in the western world is to care for elders in specific sites for them like nursing homes or to hire a live-in nurse to care for them. These services are costly, highly specialized, and tailored to care for …

Analysis Of City Planning For Autism Spectrum Disorder, Joshua Ericson, Ben Shane

City and Regional Planning

Whether formally diagnosed or self-diagnosed, autism spectrum disorder affects children and adults in every corner of the planet. Every city in the world likely has autistic residents who have difficulty living in navigating their city due to their unique sensory, social, and economic needs. Many of these needs affect autistic people’s abilities to comfortably and independently navigate public spaces, attain a reliable method of transportation, and find housing that suits their needs. These issues could all be addressed with city planning and neuro-inclusive public policies, but to date few cities have considered autistic people in their planning. Cities inadvertently exclude …

North Fair Oaks Specific Plan, Carlos Robinson

City and Regional Planning

The North Fair Oaks Specific Plan guides development of the North Fair Oaks Focus Area as defined in the City of Arroyo Grande General Plan by defining land uses, delineating a multimodal circulation system, and outlining ideal development standards in accordance with various local, regional, and state plans.

The Dumbarton Flyer Initiative Study: A Conceptual Plan, Aaron Posternack

City and Regional Planning

The Dumbarton Flyer Initiative Study is a comprehensive and ambitious vision for a study corridor that stretches from Fremont on the East Bay to Redwood City on the Peninsula within the San Francisco Bay Area (Bay Area) of California. It advocates for significant changes to how localities and regions embrace transportation and land use planning. The literature asserts that these two aspects of planning should be inseparable from each other. This assertion particularly holds if the Bay Area seeks to construct additional rail transit lines and to maximize their benefits. Additionally, the transportation mode of “automated light metro”, which this …

Model For Analyzing Floorplate Morphology That Optimizes Daylighting And Cost, Andrew G. Welch, Ermal Shpuza Phd

The Kennesaw Journal of Undergraduate Research

One key method to improve the energy efficiency of a building is to enhance daylight levels, which reduces the need for artificial lighting. Elevated daylight levels are also associated with increased productivity and well-being of building occupants. Daylight levels are inversely proportional to the building compactness, where shallow floorplates and elongated buildings are associated with higher daylight levels. However, creating buildings that have more natural light comes with a greater construction cost due to larger envelope areas as well as greater operating costs due to the energy loss through the exterior envelope area. This research identifies the basic design strategies …

Reimagining The Laguna Lake Driving Range, Audrey Bonifacio, Jessica Rice

City and Regional Planning

The Laguna Lake Municipal Golf Course is located in San Luis Obispo, California, and is operated by the city. Recently, the community, city staff, and the City Council have begun a conversation regarding the use of the golf course. To explore the different uses, this senior project presents four alternative developments for a selected area of the golf course. These four uses include enhancing the existing driving range, a sports facility, a children’s center, and a senior living community. To assess these alternatives, the project explores current urban planning theories, development trends, and case studies for each use. Through this …

Middle Plaza Redesign, Marlo Lavacude-Klenck

City and Regional Planning

Middle Plaza Redesign presents a conceptual redevelopment of Middle Plaza, an 8.43-acre site located at 500 El Camino Real in Menlo Park, California. Originally developed as a mixed-use project in the 2010s, the redesign evaluates the site through the regulatory atmosphere, market conditions, and housing needs of 2025.

The project examines site conditions, market demand, state and local planning frameworks, and applicable development standards, including recent California housing legislation that eliminates parking minimums and streamlines environmental review. A financial feasibility analysis using proforma modeling evaluates two investment scenarios and demonstrates the economic challenges of delivering high-density rental housing despite regulatory …

A Reflective Case Study: Mission Plaza Enhancement Project, Emma J. Roeller, Sheridan R. Green

City and Regional Planning

This reflective case study examines the purpose and process that has guided the Mission Plaza Enhancement Project. This leads us to our research question:

How do foundational theories of behavior in public space in tandem with evolving community needs shape the motivations and process behind the Mission Plaza Enhancement Project? What lessons can be drawn from observed behavioral patterns and planner perspectives to inform future phases of the plan?

To gain a deeper understanding of what makes a public space successful and how to record and analyze behavior in a public space, we will use foundational planning literature from the …

Riverbend Ranch Mixed-Use Development Project, Anthony James Sousa

City and Regional Planning

This senior project is a proposed mixed-use development project in the City of Visalia, California. The scope of work includes site analysis and site plan development formatted in a comprehensive development package. This project aims to set a precedent for future development in the City of Visalia by increasing density to meet housing requirements and incorporating various urban agricultural uses to reconnect the urban and rural relationship. Additionally, the project includes a literature review on urban agriculture to explain its role in planning practice.

Impact Of Femalized Kinesthetic Learning Model On African American Middle School Girls’ Career Interest, Mercy F. Fash, Andrea Ofori-Boadu

Journal of Global Education and Research

Engaging African American middle school girls in out-of-school-time (OST) Architecture, Engineering, and Construction (AEC) programs can boost interest in male-dominated AEC careers. This study adopts Lent’s Social Cognitive Career Theory to evaluate the impact of an OST feminized AEC kinesthetic learning model (fAEC-KLM) on the career interests of this demographic. Through a qualitative research approach, fourteen (14) African American middle school girls from Guilford County, NC, completed pre- and post-interviews on how fAEC-KLM interactions influenced their AEC career interests. Inductive thematic analysis was carried out on transcribed interviews. Results show that effective components, such as lectures on AEC, bridge construction …

Methodology For Surface Defect Assessment In 3d Concrete Printing Using Computer-Vision And Ultrasonic Testing Considering Structural Build-Up, Seongho Han, Eunjong Ahn, Myoungsu Shin, John S. Popovics, Kamal H. Khayat

Civil, Architectural and Environmental Engineering Faculty Research & Creative Works

This study quantifies how interlayer time gaps and mixture rheology jointly influence interfacial integrity and mechanical performance in 3D concrete printing (3DCP). Two mixtures incorporating identical binders, but differing limestone fineness (4 and 50 μm) were printed with interlayer delays of 0, 2, and 5 min, corresponding to stacking rates of approximately 9, 0.5, and 0.2 m/h. The finer limestone mixture exhibited higher plastic viscosity (13.2 vs. 11.5 Pa s) and faster structural buildup (58 vs. 38 Pa/min), resulting in accelerated early stiffening. Deposition yield stress derived from buildup measurements remained low for 0–2 min (1400–1500 Pa for the higher-thixotropy …

Slo Botanical Garden Lean-To Carport, Saul Gracian, Sergio Gonzalez

Construction Management

This paper documents the planning, design, funding, and construction of a lean-to carport for the San Luis Obispo Botanical Garden, completed as a student-led Construction Management senior project by Saul Gracian and Sergio Gonzalez. The purpose of the project was to provide a functional storage structure for garden equipment while applying construction management principles in a real-world, nonprofit setting. The project methodology included site evaluation, collaborative design development, cost estimating, funding acquisition, regulatory review, and hands-on construction. Design decisions were informed by site constraints, county code requirements, budget limitations, and stakeholder input, resulting in a final 10’ x 12’ structure …

Skip The Grid 25-26: A Safety-Driven Solar Installation Project In The Navajo And Hopi Nations, James R. Wall

Construction Management

Skip the Grid is an interdisciplinary service-learning project that provides sustainable energy solutions to families with school-aged children living in the Navajo and Hopi Nations. In March 2026, a team of 23 students from five academic disciplines at California Polytechnic State University (Cal Poly) partnered with Heart of America, SOLV Energy, and NextPower to complete the fifth year of the program. The project's purpose was to improve quality of life and support educational success by providing reliable access to electricity, lighting, and refrigeration in underserved communities. Participants were organized into five installation teams consisting of Cal Poly students, faculty, industry …